Gensyn's decentralized AI model training platform tackles compute fraud through a robust verification system. By leveraging a layer-1 blockchain, it ensures trustless computation with cryptographic proofs and game-theoretic incentives. Devices submit proofs to the blockchain, verifying correct model training without centralized oversight. This mechanism addresses challenges like generalizability, heterogeneity, and scalability, minimizing verification overhead compared to traditional cloud services. Smart contracts automate task distribution and payments, rewarding honest compute contributions while deterring fraud. Probabilistic checks and deterministic ML operations further enhance integrity, ensuring accurate task execution across diverse hardware. With over $50M in funding, Gensyn's innovative approach democratizes AI training, making it cost-effective and secure, paving the way for a scalable, open-source AI ecosystem.